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Aadarshkumar's avatar

Interesting part isn’t who people trust.

It’s why.

Most users don’t evaluate models directly.

They evaluate outcomes.

If outputs feel:

→ inconsistent

→ overconfident

→ hard to verify

trust drops, regardless of the company.

And right now, most people are still using AI in a way that produces exactly those problems.

Single prompt.

Single output.

No validation.

So the experience feels unreliable.

The shift happens when usage changes:

→ structured prompts

→ cross-checking

→ multi-tool workflows

That’s when AI starts feeling trustworthy in practice.

Been working on a system around that shift:

https://shorturl.at/nE0Tw

Aidan Dunphy's avatar

Heather, have you looked into GB1 (formerly Locai) by Locai Labs? They're focused on UK-sovereign AI, and have just announced Project Mercury to build the UK's first sovereign frontier models? https://locailabs.com/blog/locai-labs-and-civo-unveil-project-mercury-the-uks-first-family-of-sovereign-frontier-models

I think we all need to plan for disentangling ourselves from OpenAI and maybe even Google.

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